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README.md

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 * <h3 style="display: inline;">Release Date:</h3> June 14, 2024
 * <h3 style="display: inline;">Model Developers:</h3> Neural Magic
 
-Qwen2-0.5B-Instruct quantized to FP8 weights and activations using per-tensor quantization through the AutoFP8 repository, ready for inference with vLLM >= 0.5.0. 
+Qwen2-0.5B-Instruct quantized to FP8 weights and activations using per-tensor quantization through the [AutoFP8 repository](https://github.com/neuralmagic/AutoFP8), ready for inference with vLLM >= 0.5.0. 
 Calibrated with 512 UltraChat samples to achieve 100% performance recovery on the Open LLM Benchmark evaluations. 
 Reduces space on disk by ~30%.
 Part of the [FP8 LLMs for vLLM collection](https://huggingface.co/collections/neuralmagic/fp8-llms-for-vllm-666742ed2b78b7ac8df13127).